Back to leaderboard

qwen3-next-80b-t48:latest

OLLAMA GGUF

qwen3next · 79.7B · Q4_K_M

Not Rec.

Jul 31, 2026 · Intel Xeon® E5-4620 0

starcoder2:3b

OLLAMA GGUF

starcoder2 · 3B · Q4_0

Not Rec.

Jun 26, 2026 · Cortex-A78AE

Global Score
70 vs 35
Hardware Fit
39 vs 100
Quality Score
83 vs 7

Hardware

qwen3-next-80b-t48… starcoder2:3b
MachineDell Inc. PowerEdge R820NVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit Super
CPUIntel Xeon® E5-4620 0Cortex-A78AE
Cores646
RAM256 GB7 GB
GPUMicrosoft Remote Display Adapter, Microsoft Basic Display AdapterIntegrated / Unknown
OSMicrosoft Windows Server 2022 Datacenter 10.0.20348Ubuntu 22.04.5 LTS
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3-next-80b-t48… starcoder2:3b
Tokens/sec3.031.5
First chunk3265 ms392 ms
TTFT3.3 s392 ms
Load time82.1 s4.8 s
Memory usage46.9 GB1.8 GB
Memory %18%24%

HW Fit Score Breakdown

qwen3-next-80b-t48:latest

Speed
3/50
TTFT
6/20
Memory
30/30

starcoder2:3b

Speed
50/50
TTFT
20/20
Memory
30/30

Quality

qwen3-next-80b-t48:latest

Reasoning
18/20
Coding
18/20
Instruction
9/20
Structured
15/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Strong Multilingual: Strong

starcoder2:3b

Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest